fluid-balance
clinical-fluid-balance-renal-response-coherence-risk-v0.1What this repo is for
Detect when
fluid balance signals
and
renal management
fall out of alignment
before
acute kidney injury
or fluid overload harm.
clinical-fluid-balance-order-monitoring-coherence-risk-v0.1What this repo is for
Detect when
fluid monitoring is ordered
but charting
is missing
incomplete
or too infrequent
before
AKI risk
fluid overload
missed deterioration
clinical-fluid-balance-kidney-function-coherence-risk-v0.1What this repo is for
Detect when
fluid management
and kidney response
decouple
Common breaks
no fluid balance recorded in AKI risk
rising creatinine with no plan
plan documented but not executed
diuresis continues despite kidney deterioration
Used for
AKI safety
ICU and ward escalation
fluid governance
clinical-fluid-balance-renal-function-coherence-risk-v0.1What this repo is for
Detect when fluid strategy
and renal function signals
fall out of alignment
before
fluid overload
or avoidable AKI.
clinical-fluid-balance-order-output-coherence-risk-v0.1What this repo is for
Detect when
fluid orders
and
actual patient output
fall out of alignment
before
fluid overload
or organ injury.
clinical-fluid-balance-instability-v0.1
clinical-fluid-balance-instability-v0.1
What this dataset does
This dataset evaluates whether models can detect instability in fluid balance dynamics.
Each row represents a simplified clinical fluid-management scenario observed across three time points.
The task is to determine whether the system remains volume-stable or is moving toward fluid overload instability.
Core stability idea
Fluid instability does not depend on fluid input alone.
A patient may receive… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-fluid-balance-instability-v0.1.